diff --git a/docs/developer/style_guide.md b/docs/developer/style_guide.md
index 51e4cfec734..93c25f8cc0a 100644
--- a/docs/developer/style_guide.md
+++ b/docs/developer/style_guide.md
@@ -1,15 +1,15 @@
 ---
 id: dev_style_guide
-title: Style Guide 
+title: Style Guide
 ---
 
 **TL;DR**  - Install the provided pre-commits, follow their recommendations
 
-# General Style 
-Rucio follows [flake8](https://flake8.pycqa.org/en/latest/user/index.html) style, ([with exclusions listed here](https://github.com/rucio/rucio/blob/master/.flake8)). 
-To use them to lint your code, run: 
+# General Style
+Rucio follows [flake8](https://flake8.pycqa.org/en/latest/user/index.html) style, ([with exclusions listed here](https://github.com/rucio/rucio/blob/master/.flake8)).
+To use them to lint your code, run:
 ```
-python{version} -m pip install flake8 
+python{version} -m pip install flake8
 flake8 --extend-ignore {codes to ignore} /your/code/path
 ```
 
@@ -17,50 +17,50 @@ flake8 --extend-ignore {codes to ignore} /your/code/path
 * Never import using `from x import *`
 * Order alphabetically, then seperated into sections for internal and external dependencies. Group internal imports at the end of the block, and group imports from the same external package.
 * Order modules such that `import {packageA}` is before `from {packageB} import {Module}`
-* Do not import whole packages when single modules would suffice. 
-* Unused imports must be removed. 
-* When a large number of individual imports form a single package/module is required, group them together with `()` and separate them on their own lines. 
-* When importing a module specifically for type checking (e.g. a core module that may not be included in every distribution of rucio, a type from SQLAlchemy), contain them in a block using 
+* Do not import whole packages when single modules would suffice.
+* Unused imports must be removed.
+* When a large number of individual imports form a single package/module is required, group them together with `()` and separate them on their own lines.
+* When importing a module specifically for type checking (e.g. a core module that may not be included in every distribution of rucio, a type from SQLAlchemy), contain them in a block using
 ```python
 from typing import TYPE_CHECKING
-if TYPE_CHECKING: 
+if TYPE_CHECKING:
     from {package} import {module}
 ```
 
-[`ruff's isort` implementation](https://docs.astral.sh/ruff/faq/#how-does-ruffs-import-sorting-compare-to-isort) handles import sorting in the rucio `pre-commit`s. 
+[`ruff's isort` implementation](https://docs.astral.sh/ruff/faq/#how-does-ruffs-import-sorting-compare-to-isort) handles import sorting in the rucio `pre-commit`s.
 
-#### Examples: 
-```python 
+#### Examples:
+```python
  # Wrong
-import rucio  
-from datetime import * 
-import os 
+import rucio
+from datetime import *
+import os
 
  # Right
-import os 
+import os
 from datetime import datetime, timedelta
 
 from rucio.core.did import add_did
 ```
 
-```python 
+```python
  # Wrong
 from packageA import moduleA, moduleB, moduleC, moduleD, moduleE, moduleF, moduleG, ...
 
  # Right
-from packageA import ( 
-  moduleA, 
-  moduleB, 
-  moduleC, 
-  moduleD, 
+from packageA import (
+  moduleA,
+  moduleB,
+  moduleC,
+  moduleD,
   moduleE,
-  moduleF, 
-  moduleG, 
+  moduleF,
+  moduleG,
   ...
 )
 ```
 
-# SQLAlchemy Query Guide 
+# SQLAlchemy Query Guide
 
 The Rucio project has adopted a particular coding style for its interaction with the database.
 It can be split into two parts: constructing the SQL statement, and executing it and handling its results.
@@ -223,29 +223,29 @@ stmt = update(
 })
 ```
 
-# Pre-commits 
-Rucio uses the [`flake8`](https://github.com/PyCQA/flake8) precommit as a linter, [`ruff`](https://github.com/astral-sh/ruff-pre-commit) as a formatter, 
-a custom whitespace remover, and a script to verify a uniform file-header format. 
-Please use these before submitting a pull request. 
+# Pre-commits
+Rucio uses the [`flake8`](https://github.com/PyCQA/flake8) precommit as a linter, [`ruff`](https://github.com/astral-sh/ruff-pre-commit) as a formatter,
+a custom whitespace remover, and a script to verify a uniform file-header format.
+Please use these before submitting a pull request.
 
-The Rucio repo provides a `pre-commit` that does this automatically. 
-Install it with the below commands. 
+The Rucio repo provides a `pre-commit` that does this automatically.
+Install it with the below commands.
 
 ```shell
 pip install pre-commit
 pre-commit install
 ```
 
-# GitHub Actions 
-Code style is checked during a pull request with a GitHub action. 
-The action checks the header and type annotations (including a count and veracity). 
-More information about type annotations can be found [here](./type_annotation_guide.md). 
+# GitHub Actions
+Code style is checked during a pull request with a GitHub action.
+The action checks the header and type annotations (including a count and veracity).
+More information about type annotations can be found [here](./type_annotation_guide.md).
 These checks can also be run locally using
 
-```shell 
-tools/count_missing_type_annotations_utils.sh 
+```shell
+tools/count_missing_type_annotations_utils.sh
 tools/run_pyright.sh generate {report_output_path.json}
 ```
-The first action will raise an error if your commits introduce more un-annotated types than it solves, 
-and the second ensures the added types are consistent with the rest of the codebase. 
+The first action will raise an error if your commits introduce more un-annotated types than it solves,
+and the second ensures the added types are consistent with the rest of the codebase.